{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tushare as ts\n",
    "import talib as ta\n",
    "import pandas as pd\n",
    "\n",
    "path = 'F:\\\\HQData\\\\future_basic\\\\'\n",
    "pro = ts.pro_api('0ba8feef618e5db7b1ebb65538fe51e4aef69fb3cbf709d44128f313')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>pre_settle</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>settle</th>\n",
       "      <th>change1</th>\n",
       "      <th>change2</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>oi</th>\n",
       "      <th>oi_chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RM2201.ZCE</td>\n",
       "      <td>20211123</td>\n",
       "      <td>2710.0</td>\n",
       "      <td>2725.0</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>2774.0</td>\n",
       "      <td>2683.0</td>\n",
       "      <td>2759.0</td>\n",
       "      <td>2729.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>825137.0</td>\n",
       "      <td>2252200.97</td>\n",
       "      <td>313535.0</td>\n",
       "      <td>16028.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RM2201.ZCE</td>\n",
       "      <td>20211122</td>\n",
       "      <td>2792.0</td>\n",
       "      <td>2755.0</td>\n",
       "      <td>2770.0</td>\n",
       "      <td>2773.0</td>\n",
       "      <td>2686.0</td>\n",
       "      <td>2710.0</td>\n",
       "      <td>2725.0</td>\n",
       "      <td>-45.0</td>\n",
       "      <td>-30.0</td>\n",
       "      <td>872706.0</td>\n",
       "      <td>2378402.19</td>\n",
       "      <td>297507.0</td>\n",
       "      <td>-22736.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RM2201.ZCE</td>\n",
       "      <td>20211119</td>\n",
       "      <td>2749.0</td>\n",
       "      <td>2765.0</td>\n",
       "      <td>2743.0</td>\n",
       "      <td>2794.0</td>\n",
       "      <td>2715.0</td>\n",
       "      <td>2792.0</td>\n",
       "      <td>2755.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>863988.0</td>\n",
       "      <td>2380123.26</td>\n",
       "      <td>320243.0</td>\n",
       "      <td>18179.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RM2201.ZCE</td>\n",
       "      <td>20211118</td>\n",
       "      <td>2746.0</td>\n",
       "      <td>2734.0</td>\n",
       "      <td>2755.0</td>\n",
       "      <td>2798.0</td>\n",
       "      <td>2740.0</td>\n",
       "      <td>2749.0</td>\n",
       "      <td>2765.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>849589.0</td>\n",
       "      <td>2348901.97</td>\n",
       "      <td>302064.0</td>\n",
       "      <td>-6706.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RM2201.ZCE</td>\n",
       "      <td>20211117</td>\n",
       "      <td>2750.0</td>\n",
       "      <td>2727.0</td>\n",
       "      <td>2750.0</td>\n",
       "      <td>2759.0</td>\n",
       "      <td>2707.0</td>\n",
       "      <td>2746.0</td>\n",
       "      <td>2734.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>678487.0</td>\n",
       "      <td>1854831.67</td>\n",
       "      <td>308770.0</td>\n",
       "      <td>5511.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ts_code trade_date  pre_close  pre_settle    open    high     low  \\\n",
       "0  RM2201.ZCE   20211123     2710.0      2725.0  2701.0  2774.0  2683.0   \n",
       "1  RM2201.ZCE   20211122     2792.0      2755.0  2770.0  2773.0  2686.0   \n",
       "2  RM2201.ZCE   20211119     2749.0      2765.0  2743.0  2794.0  2715.0   \n",
       "3  RM2201.ZCE   20211118     2746.0      2734.0  2755.0  2798.0  2740.0   \n",
       "4  RM2201.ZCE   20211117     2750.0      2727.0  2750.0  2759.0  2707.0   \n",
       "\n",
       "    close  settle  change1  change2       vol      amount        oi   oi_chg  \n",
       "0  2759.0  2729.0     34.0      4.0  825137.0  2252200.97  313535.0  16028.0  \n",
       "1  2710.0  2725.0    -45.0    -30.0  872706.0  2378402.19  297507.0 -22736.0  \n",
       "2  2792.0  2755.0     27.0    -10.0  863988.0  2380123.26  320243.0  18179.0  \n",
       "3  2749.0  2765.0     15.0     31.0  849589.0  2348901.97  302064.0  -6706.0  \n",
       "4  2746.0  2734.0     19.0      7.0  678487.0  1854831.67  308770.0   5511.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pro.fut_daily(ts_code='RM2201.ZCE', start_date='20180101', end_date='20211125')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>pre_settle</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>settle</th>\n",
       "      <th>change1</th>\n",
       "      <th>change2</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>oi</th>\n",
       "      <th>oi_chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20180104</td>\n",
       "      <td>2294.0</td>\n",
       "      <td>2295.0</td>\n",
       "      <td>2297.0</td>\n",
       "      <td>2298.0</td>\n",
       "      <td>2276.0</td>\n",
       "      <td>2283.0</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>410686.0</td>\n",
       "      <td>939508.78</td>\n",
       "      <td>625648.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20180103</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>2291.0</td>\n",
       "      <td>2290.0</td>\n",
       "      <td>2303.0</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>2294.0</td>\n",
       "      <td>2295.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>331632.0</td>\n",
       "      <td>761093.01</td>\n",
       "      <td>608344.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20180102</td>\n",
       "      <td>2290.0</td>\n",
       "      <td>2310.0</td>\n",
       "      <td>2302.0</td>\n",
       "      <td>2306.0</td>\n",
       "      <td>2279.0</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>2291.0</td>\n",
       "      <td>-22.0</td>\n",
       "      <td>-19.0</td>\n",
       "      <td>276174.0</td>\n",
       "      <td>632713.23</td>\n",
       "      <td>606340.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ts_code trade_date  pre_close  pre_settle    open    high     low   close  \\\n",
       "942  RM.ZCE   20180104     2294.0      2295.0  2297.0  2298.0  2276.0  2283.0   \n",
       "943  RM.ZCE   20180103     2288.0      2291.0  2290.0  2303.0  2288.0  2294.0   \n",
       "944  RM.ZCE   20180102     2290.0      2310.0  2302.0  2306.0  2279.0  2288.0   \n",
       "\n",
       "     settle  change1  change2       vol     amount        oi oi_chg  \n",
       "942  2288.0    -12.0     -7.0  410686.0  939508.78  625648.0   None  \n",
       "943  2295.0      3.0      4.0  331632.0  761093.01  608344.0   None  \n",
       "944  2291.0    -22.0    -19.0  276174.0  632713.23  606340.0   None  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>pre_settle</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>settle</th>\n",
       "      <th>change1</th>\n",
       "      <th>change2</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>oi</th>\n",
       "      <th>oi_chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20211123</td>\n",
       "      <td>2710.0</td>\n",
       "      <td>2725.0</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>2774.0</td>\n",
       "      <td>2683.0</td>\n",
       "      <td>2759.0</td>\n",
       "      <td>2729.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>825137.0</td>\n",
       "      <td>2252200.97</td>\n",
       "      <td>313535.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20211122</td>\n",
       "      <td>2792.0</td>\n",
       "      <td>2755.0</td>\n",
       "      <td>2770.0</td>\n",
       "      <td>2773.0</td>\n",
       "      <td>2686.0</td>\n",
       "      <td>2710.0</td>\n",
       "      <td>2725.0</td>\n",
       "      <td>-45.0</td>\n",
       "      <td>-30.0</td>\n",
       "      <td>872706.0</td>\n",
       "      <td>2378402.19</td>\n",
       "      <td>297507.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20211119</td>\n",
       "      <td>2749.0</td>\n",
       "      <td>2765.0</td>\n",
       "      <td>2743.0</td>\n",
       "      <td>2794.0</td>\n",
       "      <td>2715.0</td>\n",
       "      <td>2792.0</td>\n",
       "      <td>2755.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>863988.0</td>\n",
       "      <td>2380123.26</td>\n",
       "      <td>320243.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20211118</td>\n",
       "      <td>2746.0</td>\n",
       "      <td>2734.0</td>\n",
       "      <td>2755.0</td>\n",
       "      <td>2798.0</td>\n",
       "      <td>2740.0</td>\n",
       "      <td>2749.0</td>\n",
       "      <td>2765.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>849589.0</td>\n",
       "      <td>2348901.97</td>\n",
       "      <td>302064.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20211117</td>\n",
       "      <td>2750.0</td>\n",
       "      <td>2727.0</td>\n",
       "      <td>2750.0</td>\n",
       "      <td>2759.0</td>\n",
       "      <td>2707.0</td>\n",
       "      <td>2746.0</td>\n",
       "      <td>2734.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>678487.0</td>\n",
       "      <td>1854831.67</td>\n",
       "      <td>308770.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  ts_code trade_date  pre_close  pre_settle    open    high     low   close  \\\n",
       "0  RM.ZCE   20211123     2710.0      2725.0  2701.0  2774.0  2683.0  2759.0   \n",
       "1  RM.ZCE   20211122     2792.0      2755.0  2770.0  2773.0  2686.0  2710.0   \n",
       "2  RM.ZCE   20211119     2749.0      2765.0  2743.0  2794.0  2715.0  2792.0   \n",
       "3  RM.ZCE   20211118     2746.0      2734.0  2755.0  2798.0  2740.0  2749.0   \n",
       "4  RM.ZCE   20211117     2750.0      2727.0  2750.0  2759.0  2707.0  2746.0   \n",
       "\n",
       "   settle  change1  change2       vol      amount        oi oi_chg  \n",
       "0  2729.0     34.0      4.0  825137.0  2252200.97  313535.0   None  \n",
       "1  2725.0    -45.0    -30.0  872706.0  2378402.19  297507.0   None  \n",
       "2  2755.0     27.0    -10.0  863988.0  2380123.26  320243.0   None  \n",
       "3  2765.0     15.0     31.0  849589.0  2348901.97  302064.0   None  \n",
       "4  2734.0     19.0      7.0  678487.0  1854831.67  308770.0   None  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pro.fut_daily(ts_code='RM.ZCE', start_date='20180101', end_date='20211125')\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2016x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#df_ma_sma = get_df_smas(df, [5, 12])\n",
    "plot_curve(df_ma_sma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('F:\\\\HQData\\\\future_d\\\\.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>pre_settle</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>settle</th>\n",
       "      <th>change1</th>\n",
       "      <th>change2</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>oi</th>\n",
       "      <th>oi_chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>EG2201.DCE</td>\n",
       "      <td>20211123</td>\n",
       "      <td>5134.0</td>\n",
       "      <td>5089.0</td>\n",
       "      <td>5166.0</td>\n",
       "      <td>5248.0</td>\n",
       "      <td>5116.0</td>\n",
       "      <td>5200.0</td>\n",
       "      <td>5178.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>263255.0</td>\n",
       "      <td>1363265.42</td>\n",
       "      <td>190908.0</td>\n",
       "      <td>-15226.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>EG2201.DCE</td>\n",
       "      <td>20211122</td>\n",
       "      <td>5091.0</td>\n",
       "      <td>4992.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>5173.0</td>\n",
       "      <td>4961.0</td>\n",
       "      <td>5134.0</td>\n",
       "      <td>5089.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>331751.0</td>\n",
       "      <td>1688453.37</td>\n",
       "      <td>206134.0</td>\n",
       "      <td>-11459.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>EG2201.DCE</td>\n",
       "      <td>20211119</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>5042.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>5136.0</td>\n",
       "      <td>4883.0</td>\n",
       "      <td>5091.0</td>\n",
       "      <td>4992.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>-50.0</td>\n",
       "      <td>396160.0</td>\n",
       "      <td>1977926.74</td>\n",
       "      <td>217593.0</td>\n",
       "      <td>2974.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>EG2201.DCE</td>\n",
       "      <td>20211118</td>\n",
       "      <td>5116.0</td>\n",
       "      <td>5101.0</td>\n",
       "      <td>5110.0</td>\n",
       "      <td>5128.0</td>\n",
       "      <td>4952.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>5042.0</td>\n",
       "      <td>-136.0</td>\n",
       "      <td>-59.0</td>\n",
       "      <td>386237.0</td>\n",
       "      <td>1947607.52</td>\n",
       "      <td>214619.0</td>\n",
       "      <td>10862.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>EG2201.DCE</td>\n",
       "      <td>20211117</td>\n",
       "      <td>5208.0</td>\n",
       "      <td>5174.0</td>\n",
       "      <td>5190.0</td>\n",
       "      <td>5203.0</td>\n",
       "      <td>5044.0</td>\n",
       "      <td>5116.0</td>\n",
       "      <td>5101.0</td>\n",
       "      <td>-58.0</td>\n",
       "      <td>-73.0</td>\n",
       "      <td>422451.0</td>\n",
       "      <td>2155322.91</td>\n",
       "      <td>203757.0</td>\n",
       "      <td>16125.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ts_code trade_date  pre_close  pre_settle    open    high     low  \\\n",
       "0  EG2201.DCE   20211123     5134.0      5089.0  5166.0  5248.0  5116.0   \n",
       "1  EG2201.DCE   20211122     5091.0      4992.0  5000.0  5173.0  4961.0   \n",
       "2  EG2201.DCE   20211119     4965.0      5042.0  4965.0  5136.0  4883.0   \n",
       "3  EG2201.DCE   20211118     5116.0      5101.0  5110.0  5128.0  4952.0   \n",
       "4  EG2201.DCE   20211117     5208.0      5174.0  5190.0  5203.0  5044.0   \n",
       "\n",
       "    close  settle  change1  change2       vol      amount        oi   oi_chg  \n",
       "0  5200.0  5178.0    111.0     89.0  263255.0  1363265.42  190908.0 -15226.0  \n",
       "1  5134.0  5089.0    142.0     97.0  331751.0  1688453.37  206134.0 -11459.0  \n",
       "2  5091.0  4992.0     49.0    -50.0  396160.0  1977926.74  217593.0   2974.0  \n",
       "3  4965.0  5042.0   -136.0    -59.0  386237.0  1947607.52  214619.0  10862.0  \n",
       "4  5116.0  5101.0    -58.0    -73.0  422451.0  2155322.91  203757.0  16125.0  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pro.fut_daily(ts_code='EG2201.DCE', start_date='20180101', end_date='20211125')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>pre_settle</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>settle</th>\n",
       "      <th>change1</th>\n",
       "      <th>change2</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>oi</th>\n",
       "      <th>oi_chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20180108</td>\n",
       "      <td>2293.0</td>\n",
       "      <td>2287.0</td>\n",
       "      <td>2299.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>2280.0</td>\n",
       "      <td>2280.0</td>\n",
       "      <td>2289.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>354590.0</td>\n",
       "      <td>811651.53</td>\n",
       "      <td>612182.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20180105</td>\n",
       "      <td>2283.0</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>2282.0</td>\n",
       "      <td>2302.0</td>\n",
       "      <td>2271.0</td>\n",
       "      <td>2293.0</td>\n",
       "      <td>2287.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>494790.0</td>\n",
       "      <td>1131521.86</td>\n",
       "      <td>614906.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20180104</td>\n",
       "      <td>2294.0</td>\n",
       "      <td>2295.0</td>\n",
       "      <td>2297.0</td>\n",
       "      <td>2298.0</td>\n",
       "      <td>2276.0</td>\n",
       "      <td>2283.0</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>410686.0</td>\n",
       "      <td>939508.78</td>\n",
       "      <td>625648.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20180103</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>2291.0</td>\n",
       "      <td>2290.0</td>\n",
       "      <td>2303.0</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>2294.0</td>\n",
       "      <td>2295.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>331632.0</td>\n",
       "      <td>761093.01</td>\n",
       "      <td>608344.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>RM.ZCE</td>\n",
       "      <td>20180102</td>\n",
       "      <td>2290.0</td>\n",
       "      <td>2310.0</td>\n",
       "      <td>2302.0</td>\n",
       "      <td>2306.0</td>\n",
       "      <td>2279.0</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>2291.0</td>\n",
       "      <td>-22.0</td>\n",
       "      <td>-19.0</td>\n",
       "      <td>276174.0</td>\n",
       "      <td>632713.23</td>\n",
       "      <td>606340.0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ts_code trade_date  pre_close  pre_settle    open    high     low   close  \\\n",
       "940  RM.ZCE   20180108     2293.0      2287.0  2299.0  2301.0  2280.0  2280.0   \n",
       "941  RM.ZCE   20180105     2283.0      2288.0  2282.0  2302.0  2271.0  2293.0   \n",
       "942  RM.ZCE   20180104     2294.0      2295.0  2297.0  2298.0  2276.0  2283.0   \n",
       "943  RM.ZCE   20180103     2288.0      2291.0  2290.0  2303.0  2288.0  2294.0   \n",
       "944  RM.ZCE   20180102     2290.0      2310.0  2302.0  2306.0  2279.0  2288.0   \n",
       "\n",
       "     settle  change1  change2       vol      amount        oi oi_chg  \n",
       "940  2289.0     -7.0      2.0  354590.0   811651.53  612182.0   None  \n",
       "941  2287.0      5.0     -1.0  494790.0  1131521.86  614906.0   None  \n",
       "942  2288.0    -12.0     -7.0  410686.0   939508.78  625648.0   None  \n",
       "943  2295.0      3.0      4.0  331632.0   761093.01  608344.0   None  \n",
       "944  2291.0    -22.0    -19.0  276174.0   632713.23  606340.0   None  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def get_df_smas(df, lenthlist):\n",
    "    df_temp = pd.DataFrame(df['close'])\n",
    "    for i in lenthlist:\n",
    "        df_temp['sma_'+ str(i)] = ta.SMA(df['close'], i)\n",
    "    \n",
    "    return df_temp\n",
    "\n",
    "def get_day_bbands(df):\n",
    "    df_bbands = pd.DataFrame(df['close'])\n",
    "    df_bbands['upper'], df_bbands['middle'], df_bbands['lower'] = ta.BBANDS(\n",
    "                df.close, \n",
    "                timeperiod=10,\n",
    "                # number of non-biased standard deviations from the mean\n",
    "                nbdevup= 2,\n",
    "                nbdevdn= 2,\n",
    "                # Moving average type: simple moving average here\n",
    "                matype=0)\n",
    "    df_bbands['signal_B'] = df_bbands['close'] <= df_bbands['lower']\n",
    "    df_bbands['signal_S'] = df_bbands['close'] >= df_bbands['upper']\n",
    "    return df_bbands\n",
    "\n",
    "\n",
    "def plot_curve(plot_dict):\n",
    "    \"\"\"\n",
    "    plot the net asset value curve\n",
    "    :param plot_dict: type--dict, {label name (str): time series data (pd.Series)}\n",
    "    :return: None\n",
    "    \"\"\"\n",
    "    import matplotlib.pyplot as plt\n",
    "    fig, ax = plt.subplots(figsize=(28, 8))\n",
    "    fig.patch.set_facecolor('white')\n",
    "    transparency_level = 1.\n",
    "    \n",
    "    for _ts_label, _ts_curve in plot_dict.items():\n",
    "        _ts_curve.plot(ax=ax, lw=1.5, label=_ts_label, alpha=transparency_level)\n",
    "    \n",
    "    ax.legend(loc='upper left', shadow=True)    \n",
    "\n",
    "    plt.show() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_ma_sma = get_df_smas(df, [5, 10])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_ma_sma = df_ma_sma.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>sma_5</th>\n",
       "      <th>sma_10</th>\n",
       "      <th>sma_20</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5586.0</td>\n",
       "      <td>5641.8</td>\n",
       "      <td>5576.1</td>\n",
       "      <td>5384.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>6071.0</td>\n",
       "      <td>5714.0</td>\n",
       "      <td>5642.2</td>\n",
       "      <td>5428.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>6257.0</td>\n",
       "      <td>5833.6</td>\n",
       "      <td>5720.1</td>\n",
       "      <td>5484.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>6303.0</td>\n",
       "      <td>5998.0</td>\n",
       "      <td>5809.3</td>\n",
       "      <td>5545.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6507.0</td>\n",
       "      <td>6144.8</td>\n",
       "      <td>5903.7</td>\n",
       "      <td>5622.20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     close   sma_5  sma_10   sma_20\n",
       "19  5586.0  5641.8  5576.1  5384.80\n",
       "20  6071.0  5714.0  5642.2  5428.35\n",
       "21  6257.0  5833.6  5720.1  5484.50\n",
       "22  6303.0  5998.0  5809.3  5545.10\n",
       "23  6507.0  6144.8  5903.7  5622.20"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ma_sma.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_curve(df_ma_sma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['close'].plot(figsize=(16,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_ma_sma = get_df_smas(df, [5, 12])\n",
    "plot_curve(df_ma_sma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_ma_sma.to_csv('analy_eg.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: Could not find a version that satisfies the requirement upgrade (from versions: none)\n",
      "ERROR: No matching distribution found for upgrade\n"
     ]
    }
   ],
   "source": [
    "!pip install upgrade numpy"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
